Couture.ai’s Assortment Planning engine analyzes demand signals, customer behavior, store profiles, and inventory constraints to recommend the most profitable SKU combinations across regions, channels, and store formats – as part of the AI Merchandising System.
Traditional assortment planning relies on:
The result? Overstocked SKUs, missing top-performers, and reduced profitability.
AI fixes this by understanding real customer demand – not assumptions – and generating store-level assortments automatically.

Couture.ai evaluates millions of real-time signals across sales, trends, seasonality, store traffic, customer segments, and inventory constraints.
Through the MCP Unified Intelligence Layer, assortment planning becomes:
Powered by demand, price elasticity, and purchase patterns
Tailored recommendations for every store format
Learns from new sales, promotions, and trends continuously
Feeds directly into forecasting and replenishment workflows
AI enables retailers to build assortments that perform – not just assortments that look correct on paper.
Generate AI-driven assortment configurations based on customer demand, sales velocity, seasonality, and constraints.
Deliver precise SKU mix recommendations for each store or region to maximize availability and sales.
Match assortments to evolving trends and predicted demand, ensuring every SKU is selected intentionally.
Optimize SKUs based on available shelf space, planograms, and category strategies.
Use GenAI-powered product attributes and demand signals to improve decisions on style, color, size, pack size, and more.
Understand how pricing and promotions affect category-level demand to refine assortment decisions.
AI transforms assortment planning into a continuous, intelligent process.
Synchronize retail teams and vendors with AI insights to optimize assortments and maximize profitable sales.
Enable CPGs, vendors, and retail planning teams to collaborate seamlessly with shared AI-driven insights.
Accelerate new product introductions and ensure the right SKUs reach the right stores at the right time.
Assortments evolve – your planning should too.
Optimize product mix based on predicted demand patterns and local preferences.
Automated restocking with AI-driven order quantities and timing.
Dynamic pricing strategies based on demand forecasts and expiration dates.
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Unlock smarter, faster, and more profitable assortment planning with AI.